{"as_of":"2026-08-09T09:05:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:7075235c74b6e581238f75bacdd965897951a7a4ded5e11e5e68271d166a8016","coverage":[{"denominator":47,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":47,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T15:59:45.805654Z","state":"measured"},{"denominator":49,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":49,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":2,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":2,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T19:41:11.304560Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":1,"source":"pith","source_observed_at":"2026-08-05T02:28:24.338817Z","state":"measured"}],"external_citation_measurements":[{"count":0,"observed_at":"2026-08-05T02:28:24.338817Z","source":"pith"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"cited_work":{"arxiv_id":"2508.19163","doi":"10.48550/arxiv.2508.19163","metadata_source":"pith","pith_arxiv_id":"2508.19163","snapshot_observed_at":"2026-08-05T02:49:54.815029Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","venue":"cs.AI","work_id":"a4e4ee42-e3a4-4b5b-b506-909730422459","year":2025},"citing_paper":{"arxiv_id":"2602.11391","last_updated":"2026-07-07T09:27:36Z","snapshot_observed_at":"2026-08-06T13:06:56.790978Z","submitted_at":"2026-02-11T21:53:18Z","title":"A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid","version":4},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-03T00:13:33.477468Z"},"links":{"cited_paper":"/paper/2508.19163","citing_paper":"/paper/2602.11391"},"observation_digest":"sha256:146ffc2aeb01d1b886dae9bf162864b276b1620da07528b95c7103bf999b84b8","observation_id":"3bb697f1-338a-474b-8f68-1962da389817","resolution":{"observed_at":"2026-08-03T00:18:48.716034Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2508.19163","snapshot_observed_at":"2026-08-07T19:41:11.304560Z","title":"Lim et al","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.05993","last_updated":"2026-08-06T13:04:42Z","snapshot_observed_at":"2026-08-09T08:13:08.374100Z","submitted_at":"2026-08-06T13:04:42Z","title":"Clinical Communication Processing with Models Trained on LLM-Generated Synthetic Data: A Structured Survey and Novel Application Case Studies","version":1},"reference_index":98,"source":"pdf_text","source_observed_at":"2026-08-07T19:41:11.304560Z"},"links":{"cited_paper":"/paper/2508.19163","citing_paper":"/paper/2608.05993"},"observation_digest":"sha256:7d1b188c04b10cb4890b9ad9590d00e28fa4416cd9ffa817f8beeb214b2cd141","observation_id":"97bdfa92-0997-4275-a444-a32ee276534c","resolution":{"observed_at":"2026-08-07T19:41:11.304560Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2508.19163/citation-record","integrity":"/paper/2508.19163/integrity","json":"/paper/2508.19163/citation-record.json","paper":"/paper/2508.19163"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.271070Z","title":null,"venue":null,"work_id":"54db3f36-6c13-450b-a32d-3e26c79e6e0e","year":null},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:42.065487Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:1a99f8c45c41cee1534a0663ba28f17bb46b0da7296b7fba83e846fc479e29d3","observation_id":"128bcadc-f80c-4519-893d-3f8fc577b757","resolution":{"observed_at":"2026-08-05T15:59:46.273596Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.264484Z","title":null,"venue":null,"work_id":"8964ee6c-b309-4c9d-9ae8-2bfbad364223","year":null},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:42.118776Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:ea65f306fd1c51bee943af8a9802ae96da22156fde5a7da3f45b62bed1525c40","observation_id":"10e94fbb-bb8f-4e4d-a6f2-0a41bc84ea7c","resolution":{"observed_at":"2026-08-05T15:59:46.266599Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.249303Z","title":null,"venue":null,"work_id":"93cc91c4-e892-45e2-84cc-42e199c4228d","year":null},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:42.215221Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:bd9c34415b8ffb67c01f7bce2eb10dd87f298272f53ae1837248d8bb99af0855","observation_id":"90740bce-c2d5-481d-aa30-5c31df4e5212","resolution":{"observed_at":"2026-08-05T15:59:46.259177Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.068077Z","title":"I’ve made a note to go into that. Would you mind if I first ask about your symptom, then come back to that?","venue":null,"work_id":"ee19611a-d51e-4ba0-b1ab-f163658f40a2","year":null},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:45.798399Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:01118bd3712db3088433e0a86fe52a20e140848f30c89dd65cdd723d1857b836","observation_id":"27fe7380-cf77-4019-9b18-dca6ceef1a24","resolution":{"observed_at":"2026-08-05T15:59:46.070722Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.241678Z","title":null,"venue":null,"work_id":"e26bf605-3e85-4ba2-9f32-b316805cf250","year":2025},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:42.294372Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:4a43026c68aff04079e14fa8c7fb98924807477e7e59e905563c16ac174f2e58","observation_id":"1cfe17dd-be6e-41a1-9c3f-e700a4625794","resolution":{"observed_at":"2026-08-05T15:59:46.244481Z","resolver_source":"raw_fallback","status":"parse_uncertain"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.234579Z","title":"ISO 14971:2019, July 2020","venue":null,"work_id":"8e537de7-e10e-4cbd-b99b-f85d287600b5","year":2019},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:42.363688Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:104c33cf0369ca267de31ad9233c7535183232e97f36c11b72477dba65bb7c9a","observation_id":"4b7af034-77a1-412e-839e-54a1f71e7075","resolution":{"observed_at":"2026-08-05T15:59:46.236919Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.226768Z","title":null,"venue":null,"work_id":"110c6dac-7d1f-4eb9-9555-4e94402640a2","year":null},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:42.522594Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:ff58d8ff56fe95c02dc81d7f91c1b62e19aef410175f951b8176042deac5d3b4","observation_id":"c43882af-2f1d-4fc1-ac74-98ab23dc17a8","resolution":{"observed_at":"2026-08-05T15:59:46.229629Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.219330Z","title":"THE DOCTOR, HIS PATIENT, AND THE ILLNESS","venue":null,"work_id":"51027637-2724-473d-9e13-d5c427a9b2e6","year":1955},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:42.853259Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:f2357404aaccd0660dee140bf18c45de262d4f7fc9cd6695e75d5e7892c1a3fa","observation_id":"602376ca-8da7-4d84-a8b9-9ec10f6745aa","resolution":{"observed_at":"2026-08-05T15:59:46.221922Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1810.00278","last_updated":"2020-04-20T15:02:43Z","snapshot_observed_at":"2026-08-02T23:08:28.054429Z","submitted_at":"2018-09-29T23:44:39Z","title":"MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1810.00278","snapshot_observed_at":"2026-08-05T15:59:42.939777Z","title":"MultiWOZ – A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task- Oriented Dialogue Modelling, April 2020","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:42.939777Z"},"links":{"cited_paper":"/paper/1810.00278","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:2580c57936814857fdd4c29896c6f63a05ae069244a0f98675f0471d187bbb55","observation_id":"758fb525-e83c-4d4f-9ce5-b09295f360bb","resolution":{"observed_at":"2026-08-05T15:59:42.939777Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1909.05358","last_updated":"2019-09-01T22:18:39Z","snapshot_observed_at":"2026-07-30T22:59:01.822948Z","submitted_at":"2019-09-01T22:18:39Z","title":"Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset","version":1},"cited_work":{"arxiv_id":"1909.05358","doi":null,"metadata_source":"pith","pith_arxiv_id":"1909.05358","snapshot_observed_at":"2026-08-05T15:59:46.020059Z","title":"Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset","venue":"cs.CL","work_id":"24c6f74d-a8b7-4577-88fd-bcc0a4127fbb","year":2019},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:43.174796Z"},"links":{"cited_paper":"/paper/1909.05358","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:261deca9af6fd89f2326ce7840cd42d707eb8d20d414eebe0ab9846931d32446","observation_id":"5982dfdd-aa3d-434b-bb19-2a9c9a9593ed","resolution":{"observed_at":"2026-08-05T15:59:46.023581Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2307.03109","last_updated":"2023-12-29T02:12:03Z","snapshot_observed_at":"2026-08-05T13:54:21.157165Z","submitted_at":"2023-07-06T16:28:35Z","title":"A Survey on Evaluation of Large Language Models","version":9},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.03109","snapshot_observed_at":"2026-08-05T15:59:43.290328Z","title":"Yu, Qiang Yang, and Xing Xie","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:43.290328Z"},"links":{"cited_paper":"/paper/2307.03109","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:a75ba8aded2a83cb2b96c6ebcfc4ff719de53e57108ef141ef5438ca9734a377","observation_id":"f81b5b0a-617f-43eb-92b9-0c66766567e8","resolution":{"observed_at":"2026-08-05T15:59:43.290328Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.210428Z","title":"Gaulden, Sarah Jorgenson, Gelareh Sadigh, Alla Sikorskii, Simon Lewin, Robert C","venue":null,"work_id":"c28b17f9-3324-47e0-82c0-63729c081dd2","year":2012},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:43.364914Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:50133fb27a6e319133fb83c8e1e1af682ede42a1b3a27d2bbf7a8702d3788039","observation_id":"091be783-86f1-421b-b086-0cc728407f73","resolution":{"observed_at":"2026-08-05T15:59:46.213596Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.202897Z","title":null,"venue":null,"work_id":"1ff5399c-7ae3-4574-bc54-8c1ae2dd1338","year":2015},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:43.469574Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:09dc95e9b6fafa6741730d03348e6ec2553b50dfc6d550ed08416bb0b9195d91","observation_id":"3bd11d8e-4788-41f3-9e69-4e702cb9bf9e","resolution":{"observed_at":"2026-08-05T15:59:46.205616Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.196234Z","title":"Gordon, A","venue":null,"work_id":"bbf258b0-311d-493c-ba34-a114ae644308","year":2022},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:43.531861Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:2d732ab2a352df2799e8effb8bc0fc4b99e78c815b100160e2a161cc3a23e87e","observation_id":"e9a4870a-8357-4c37-895a-bc71707b7ba7","resolution":{"observed_at":"2026-08-05T15:59:46.198630Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.21783","last_updated":"2024-11-23T23:27:33Z","snapshot_observed_at":"2026-07-06T18:55:11.576666Z","submitted_at":"2024-07-31T17:54:27Z","title":"The Llama 3 Herd of Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.21783","snapshot_observed_at":"2026-08-05T15:59:43.642246Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:43.642246Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:56ddd65c3e725a2820e46a5f3c161dfd39eb2411b5f6f231a82dcb63bd1679fd","observation_id":"3ff836b1-2481-4c32-ac2e-cba3e130d1af","resolution":{"observed_at":"2026-08-05T15:59:43.642246Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:43.731813Z","title":"Evaluating LLM-based Agents for Multi-Turn Conversations: A Survey, March 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:43.731813Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:1b718ad83144a4cd2e8e0c7c254c4db281bca5e49544b5c2368c0052ef1a91b5","observation_id":"35d79cb4-3eee-4490-82dd-da52ee74cc5b","resolution":{"observed_at":"2026-08-05T15:59:43.731813Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.188934Z","title":"Guidance on the Safety Assurance of Autonomous Systems in Complex Environments (SACE), August","venue":null,"work_id":"57bf47c2-8391-4c09-8a94-4d719fbb9de0","year":null},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:43.781518Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:5977ba65e5a7324429563582a1f6a2099dea21eaf0ab8086b94ce0cd7bd784e1","observation_id":"e859bb81-3674-4a62-8fae-d9e2b3473f30","resolution":{"observed_at":"2026-08-05T15:59:46.191281Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.180686Z","title":"General Principles of Software Validation, February 2020","venue":null,"work_id":"1187882e-3fb5-4ca6-a13a-c2edc090a1ca","year":2020},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:43.918014Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:23487e37fbcbb07ef76d41750f15237d1e096055662b66c8824187ab951e42af","observation_id":"acea4f24-4f11-46dc-8e10-3235ae9220b3","resolution":{"observed_at":"2026-08-05T15:59:46.183759Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.172657Z","title":null,"venue":null,"work_id":"6a21fc59-eff1-4791-abe8-c59ce3c5bd98","year":1969},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.033551Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:b3c97228e433f3ab6449f529ad5bbe9918889fa5804aec81344479690c0bd26e","observation_id":"b7988d34-e5d3-4326-8819-a10ed535bf5a","resolution":{"observed_at":"2026-08-05T15:59:46.175363Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.12114","last_updated":"2024-03-18T11:12:19Z","snapshot_observed_at":"2026-07-06T17:46:33.382622Z","submitted_at":"2024-03-18T11:12:19Z","title":"Safety Analysis of Autonomous Railway Systems: An Introduction to the SACRED Methodology","version":1},"cited_work":{"arxiv_id":"2403.12114","doi":null,"metadata_source":"pith","pith_arxiv_id":"2403.12114","snapshot_observed_at":"2026-08-05T15:59:45.901999Z","title":"Safety Analysis of Autonomous Railway Systems: An Introduction to the SACRED Methodology","venue":"cs.SE","work_id":"226b0992-1cbd-43a9-b767-947d99cd94f9","year":2024},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.117452Z"},"links":{"cited_paper":"/paper/2403.12114","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:d2db01873aa1bbbf13d64c167ecc07df3f481b7010d824109d4c946de7581142","observation_id":"ea5aacd1-1347-4aed-b1ef-3ae25cd10a35","resolution":{"observed_at":"2026-08-05T15:59:45.905150Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2109.00520","last_updated":"2022-05-05T12:50:59Z","snapshot_observed_at":"2026-08-06T08:33:16.888630Z","submitted_at":"2021-09-01T09:32:14Z","title":"The Role of Explainability in Assuring Safety of Machine Learning in Healthcare","version":2},"cited_work":{"arxiv_id":"2109.00520","doi":null,"metadata_source":"pith","pith_arxiv_id":"2109.00520","snapshot_observed_at":"2026-08-05T15:59:45.887779Z","title":"The Role of Explainability in Assuring Safety of Machine Learning in Healthcare","venue":"cs.LG","work_id":"5ab434db-0f8f-4f28-92fe-9809298f1478","year":2021},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.223680Z"},"links":{"cited_paper":"/paper/2109.00520","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:3ece7a83fff1197fcc562664318b1eb3581672b775ff2c06e3c046693f204fe7","observation_id":"115cd1d9-500e-4924-b66a-88ca0c286be3","resolution":{"observed_at":"2026-08-05T15:59:45.892842Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2009.13081","last_updated":"2020-09-28T05:07:51Z","snapshot_observed_at":"2026-08-06T03:17:52.286711Z","submitted_at":"2020-09-28T05:07:51Z","title":"What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2009.13081","snapshot_observed_at":"2026-08-05T15:59:44.304525Z","title":"What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams, September 2020","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.304525Z"},"links":{"cited_paper":"/paper/2009.13081","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:a4c51925eedd68500135da04d68147a4ed675314f3bad274f99d718e096014d2","observation_id":"6d758c56-d0d0-4bd2-af55-deee694141f5","resolution":{"observed_at":"2026-08-05T15:59:44.304525Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.165314Z","title":"PubMedQA: A Dataset for Biomedical Research Question Answering","venue":null,"work_id":"3154c3b4-7a53-4d22-b5ef-4380b2a03d35","year":2019},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.390944Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:681f8b6d3a377d37ca89de7762922ad30a5b87948e5dce27dc5a6ec46c83707e","observation_id":"5e41c199-dca2-4f98-b347-9748c54b479d","resolution":{"observed_at":"2026-08-05T15:59:46.167912Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.156900Z","title":"Tran, Daniel I","venue":null,"work_id":"7e5e149d-0669-41ff-bdd1-0dc3bfca81aa","year":2025},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.506868Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:61952a9443c86c4e114e3b10e8a5f5563cd073ab78dc7e5042eb521464876361","observation_id":"eb7299db-56fd-4cfb-afcf-924744948856","resolution":{"observed_at":"2026-08-05T15:59:46.159803Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.09972","last_updated":"2024-11-15T06:05:45Z","snapshot_observed_at":"2026-07-06T19:50:46.576709Z","submitted_at":"2024-11-15T06:05:45Z","title":"Large Language Models as User-Agents for Evaluating Task-Oriented-Dialogue Systems","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.09972","snapshot_observed_at":"2026-08-05T15:59:44.585345Z","title":"Large Language Models as User-Agents for Evaluating Task-Oriented-Dialogue Systems, November 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.585345Z"},"links":{"cited_paper":"/paper/2411.09972","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:d79e9d834fbfed5cdbfb60493eca0be0b7388c2073a6be6f02178ae53ceef74d","observation_id":"a5ae66d9-fb5f-40a2-b542-56fa851cfc6b","resolution":{"observed_at":"2026-08-05T15:59:44.585345Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.148812Z","title":"MEDIQ: Question-Asking LLMs for Adaptive and Reliable Clinical Reasoning","venue":null,"work_id":"1e2199a1-7228-4e68-9c13-ab7da182501c","year":2024},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.684108Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:098545416afa5c6ad16052a4f8d8252c4254a9dc05dc4f21f723291ff0814da6","observation_id":"58bdb379-95d2-470c-9f0d-174f9390f4a4","resolution":{"observed_at":"2026-08-05T15:59:46.151709Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2404.13066","last_updated":"2024-04-25T02:39:24Z","snapshot_observed_at":"2026-08-04T21:22:40.815844Z","submitted_at":"2024-04-13T06:36:32Z","title":"Leveraging Large Language Model as Simulated Patients for Clinical Education","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.13066","snapshot_observed_at":"2026-08-05T15:59:44.750633Z","title":"Leveraging Large Language Model as Simulated Patients for Clinical Education, April 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.750633Z"},"links":{"cited_paper":"/paper/2404.13066","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:9b9ccca8da856ba6c3a116bdaa2c5e6b74ddffa7b64cdad2aa47e04d17660a8a","observation_id":"794a81bd-07e6-4358-9d08-41dc04cc6f43","resolution":{"observed_at":"2026-08-05T15:59:44.750633Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.140974Z","title":null,"venue":null,"work_id":"5dcbcb63-12ff-4a9e-8005-7a2a8f5e6763","year":2023},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.855825Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:7bedcb143a8d68b4ae2b7027e6f821a80a696f36ddb020e0156892208d15c158","observation_id":"ba480714-eeef-4313-9c60-a783554c5545","resolution":{"observed_at":"2026-08-05T15:59:46.144103Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.134381Z","title":"Accelerated adoption of maritime autonomous vessels by simulating the interplay of stakeholder decisions and learning","venue":null,"work_id":"c854e5ad-8d72-44ac-87f9-fd83dbb32bc5","year":2023},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:44.968475Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:30ebca8e6d225861f5ef958429d4a32e77f53ec807b2f66f3ca92b7e7cd71516","observation_id":"ad724192-fdcc-44b5-bdf4-f727a6feae22","resolution":{"observed_at":"2026-08-05T15:59:46.136847Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.21276","last_updated":"2024-10-25T17:43:01Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-10-25T17:43:01Z","title":"GPT-4o System Card","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.21276","snapshot_observed_at":"2026-08-05T15:59:45.075836Z","title":"Goucher, Adam Perelman, Aditya Ramesh, Aidan Clark, A","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:45.075836Z"},"links":{"cited_paper":"/paper/2410.21276","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:759aa184d805d487ec3b08d750b2641caff5abbe61fda75ab753413ba608447b","observation_id":"40b618c9-c229-488e-9a3e-4f915ae60362","resolution":{"observed_at":"2026-08-05T15:59:45.075836Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.06074","last_updated":"2025-03-08T05:48:58Z","snapshot_observed_at":"2026-08-07T17:20:39.671388Z","submitted_at":"2025-03-08T05:48:58Z","title":"Towards Conversational AI for Disease Management","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.06074","snapshot_observed_at":"2026-08-05T15:59:45.192994Z","title":"Sara Mahdavi, Joëlle Barral, Dale R","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:45.192994Z"},"links":{"cited_paper":"/paper/2503.06074","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:1a1a96f110bfa6945735ad50e1ad1e0d1ebcb9f19262c89944bca1805aa121d4","observation_id":"6767601b-b67f-4ee2-9c47-9fb9d060628f","resolution":{"observed_at":"2026-08-05T15:59:45.192994Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1909.05855","last_updated":"2020-01-29T18:57:49Z","snapshot_observed_at":"2026-08-03T15:38:41.702117Z","submitted_at":"2019-09-12T17:57:57Z","title":"Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1909.05855","snapshot_observed_at":"2026-08-05T15:59:45.315060Z","title":"Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset, January 2020","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:45.315060Z"},"links":{"cited_paper":"/paper/1909.05855","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:f3a3088c0c199100f42213ceb693f14072b88612e433ac24ca822df038658247","observation_id":"84cc839d-03c4-4209-ac1a-a3663cf00299","resolution":{"observed_at":"2026-08-05T15:59:45.315060Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.126444Z","title":"Large language models approach expert-level clinical knowledge and reasoning in ophthalmology: A head-to-head cross-sectional study","venue":null,"work_id":"47794200-863a-462c-a9f7-be71d868a430","year":2024},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:45.368382Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:3aa6bc162e4aef483bf943bbe26dae4d741b2bafa301879f2382c250748fb887","observation_id":"ab379802-b77b-4681-a910-9bbe0dbbf209","resolution":{"observed_at":"2026-08-05T15:59:46.129845Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.119649Z","title":null,"venue":null,"work_id":"e3214ce6-2688-42ec-a208-6083c127de62","year":null},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:45.484561Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:e27610a314dfd7a55f334194952547d200d885b43ef67cfb306fac7859833586","observation_id":"e9207baf-43c9-4faf-818b-5b5216e7f108","resolution":{"observed_at":"2026-08-05T15:59:46.122095Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2401.05654","last_updated":"2024-01-11T04:25:06Z","snapshot_observed_at":"2026-07-06T17:14:07.183954Z","submitted_at":"2024-01-11T04:25:06Z","title":"Towards Conversational Diagnostic AI","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.05654","snapshot_observed_at":"2026-08-05T15:59:45.599421Z","title":"Sara Mahdavi, Christopher Semturs, Juraj Gottweis, Joelle Barral, Katherine Chou, Greg S","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:45.599421Z"},"links":{"cited_paper":"/paper/2401.05654","citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:f112266e83bd143f371d2bab85eadf2636663c95088ea34a6d0748430439cdf6","observation_id":"2181ddca-acd6-49e8-b4ed-86737a35728d","resolution":{"observed_at":"2026-08-05T15:59:45.599421Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T15:59:46.111929Z","title":"Synthetic data for development of AI as a medical device (AIaMDs) - Regulatory Considerations, June 2025","venue":null,"work_id":"21fd9891-06ff-4e11-a529-4704dde4db07","year":2025},"citing_paper":{"arxiv_id":"2508.19163","last_updated":"2025-08-26T16:12:12Z","snapshot_observed_at":"2026-08-09T07:56:49.529033Z","submitted_at":"2025-08-26T16:12:12Z","title":"MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-05T15:59:45.687081Z"},"links":{"citing_paper":"/paper/2508.19163"},"observation_digest":"sha256:542bc1d471c9167045b9ce71ba98407064be8c02e50777aa466aba4f0789d1f3","observation_id":"35423ebe-729a-49db-94fc-39bd1fff517e","resolution":{"observed_at":"2026-08-05T15:59:46.114929Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2002.04793","last_updated":"2020-04-29T14:02:43Z","snapshot_observed_at":"2026-08-03T18:44:52.321728Z","submitted_at":"2020-02-12T04:31:40Z","title":"ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2002.04793","snapshot_observed_at":"2026-08-05T15:59:45.775908Z","title":"Sorry, I can only deal with queries around